Title :
Cache-Enabled Opportunistic Cooperative MIMO for Video Streaming in Wireless Systems
Author :
An Liu ; Lau, Vincent K. N.
Author_Institution :
Dept. of ECE, Hong Kong Univ. of Sci. & Technol., Hong Kong, China
Abstract :
We propose a cache-enabled opportunistic cooperative MIMO (CoMP) framework for wireless video streaming. By caching a portion of the video files at the relays (RS) using a novel MDS-coded random cache scheme, the base station (BS) and RSs opportunistically employ CoMP to achieve spatial multiplexing gain without expensive payload backhaul. We study a two timescale joint optimization of power and cache control to support real-time video streaming. The cache control is to create more CoMP opportunities and is adaptive to the long-term popularity of the video files. The power control is to guarantee the QoS requirements and is adaptive to the channel state information (CSI), the cache state at the RS and the queue state information (QSI) at the users. The joint problem is decomposed into an inner power control problem and an outer cache control problem. We first derive a closed-form power control policy from an approximated Bellman equation. Based on this, we transform the outer problem into a convex stochastic optimization problem and propose a stochastic subgradient algorithm to solve it. Finally, the proposed solution is shown to be asymptotically optimal for high SNR and small timeslot duration. Its superior performance over various baselines is verified by simulations.
Keywords :
MIMO communication; cache storage; convex programming; cooperative communication; power control; quality of service; queueing theory; space division multiplexing; stochastic programming; video streaming; CSI; MDS-coded random cache scheme; QSI; QoS requirements; SNR; approximated Bellman equation; base station; cache state; cache-enabled opportunistic CoMP framework; cache-enabled opportunistic cooperative MIMO framework; channel state information; convex stochastic optimization problem; inner power control problem; outer cache control problem; queue state information; real-time video streaming; relay station; spatial multiplexing gain; stochastic subgradient algorithm; timescale joint optimization; timeslot duration; video files; wireless video streaming; MIMO; Optimization; Power control; Relays; Signal to noise ratio; Streaming media; Wireless communication; Dynamic cache control; opportunistic CoMP; power control; wireless video streaming;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2013.2291211